{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <div align=\"center\"> matplotlib 颜色 </div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib._color_data as mcd\n",
    "import matplotlib.patches as mpatch\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import colors as mcolors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 3.0, 0.0, 50.0)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 345.6x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "overlap = {name for name in mcd.CSS4_COLORS\n",
    "           if \"xkcd:\" + name in mcd.XKCD_COLORS}\n",
    "\n",
    "fig = plt.figure(figsize=[4.8, 16])\n",
    "ax = fig.add_axes([0, 0, 1, 1])\n",
    "\n",
    "for j, n in enumerate(sorted(overlap, reverse=True)):\n",
    "    weight = None\n",
    "    cn = mcd.CSS4_COLORS[n]\n",
    "    xkcd = mcd.XKCD_COLORS[\"xkcd:\" + n].upper()\n",
    "    if cn == xkcd:\n",
    "        weight = 'bold'\n",
    "\n",
    "    r1 = mpatch.Rectangle((0, j), 1, 1, color=cn)\n",
    "    r2 = mpatch.Rectangle((1, j), 1, 1, color=xkcd)\n",
    "    txt = ax.text(2, j+.5, '  ' + n, va='center', fontsize=10,\n",
    "                  weight=weight)\n",
    "    ax.add_patch(r1)\n",
    "    ax.add_patch(r2)\n",
    "    ax.axhline(j, color='k')\n",
    "\n",
    "ax.text(.5, j + 1.5, 'X11', ha='center', va='center')\n",
    "ax.text(1.5, j + 1.5, 'xkcd', ha='center', va='center')\n",
    "ax.set_xlim(0, 3)\n",
    "ax.set_ylim(0, j + 2)\n",
    "ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "aliceblue #F0F8FF\n",
      "antiquewhite #FAEBD7\n",
      "aqua #00FFFF\n",
      "aquamarine #7FFFD4\n",
      "azure #F0FFFF\n",
      "beige #F5F5DC\n",
      "bisque #FFE4C4\n",
      "black #000000\n",
      "blanchedalmond #FFEBCD\n",
      "blue #0000FF\n",
      "blueviolet #8A2BE2\n",
      "brown #A52A2A\n",
      "burlywood #DEB887\n",
      "cadetblue #5F9EA0\n",
      "chartreuse #7FFF00\n",
      "chocolate #D2691E\n",
      "coral #FF7F50\n",
      "cornflowerblue #6495ED\n",
      "cornsilk #FFF8DC\n",
      "crimson #DC143C\n",
      "cyan #00FFFF\n",
      "darkblue #00008B\n",
      "darkcyan #008B8B\n",
      "darkgoldenrod #B8860B\n",
      "darkgray #A9A9A9\n",
      "darkgreen #006400\n",
      "darkgrey #A9A9A9\n",
      "darkkhaki #BDB76B\n",
      "darkmagenta #8B008B\n",
      "darkolivegreen #556B2F\n",
      "darkorange #FF8C00\n",
      "darkorchid #9932CC\n",
      "darkred #8B0000\n",
      "darksalmon #E9967A\n",
      "darkseagreen #8FBC8F\n",
      "darkslateblue #483D8B\n",
      "darkslategray #2F4F4F\n",
      "darkslategrey #2F4F4F\n",
      "darkturquoise #00CED1\n",
      "darkviolet #9400D3\n",
      "deeppink #FF1493\n",
      "deepskyblue #00BFFF\n",
      "dimgray #696969\n",
      "dimgrey #696969\n",
      "dodgerblue #1E90FF\n",
      "firebrick #B22222\n",
      "floralwhite #FFFAF0\n",
      "forestgreen #228B22\n",
      "fuchsia #FF00FF\n",
      "gainsboro #DCDCDC\n",
      "ghostwhite #F8F8FF\n",
      "gold #FFD700\n",
      "goldenrod #DAA520\n",
      "gray #808080\n",
      "green #008000\n",
      "greenyellow #ADFF2F\n",
      "grey #808080\n",
      "honeydew #F0FFF0\n",
      "hotpink #FF69B4\n",
      "indianred #CD5C5C\n",
      "indigo #4B0082\n",
      "ivory #FFFFF0\n",
      "khaki #F0E68C\n",
      "lavender #E6E6FA\n",
      "lavenderblush #FFF0F5\n",
      "lawngreen #7CFC00\n",
      "lemonchiffon #FFFACD\n",
      "lightblue #ADD8E6\n",
      "lightcoral #F08080\n",
      "lightcyan #E0FFFF\n",
      "lightgoldenrodyellow #FAFAD2\n",
      "lightgray #D3D3D3\n",
      "lightgreen #90EE90\n",
      "lightgrey #D3D3D3\n",
      "lightpink #FFB6C1\n",
      "lightsalmon #FFA07A\n",
      "lightseagreen #20B2AA\n",
      "lightskyblue #87CEFA\n",
      "lightslategray #778899\n",
      "lightslategrey #778899\n",
      "lightsteelblue #B0C4DE\n",
      "lightyellow #FFFFE0\n",
      "lime #00FF00\n",
      "limegreen #32CD32\n",
      "linen #FAF0E6\n",
      "magenta #FF00FF\n",
      "maroon #800000\n",
      "mediumaquamarine #66CDAA\n",
      "mediumblue #0000CD\n",
      "mediumorchid #BA55D3\n",
      "mediumpurple #9370DB\n",
      "mediumseagreen #3CB371\n",
      "mediumslateblue #7B68EE\n",
      "mediumspringgreen #00FA9A\n",
      "mediumturquoise #48D1CC\n",
      "mediumvioletred #C71585\n",
      "midnightblue #191970\n",
      "mintcream #F5FFFA\n",
      "mistyrose #FFE4E1\n",
      "moccasin #FFE4B5\n",
      "navajowhite #FFDEAD\n",
      "navy #000080\n",
      "oldlace #FDF5E6\n",
      "olive #808000\n",
      "olivedrab #6B8E23\n",
      "orange #FFA500\n",
      "orangered #FF4500\n",
      "orchid #DA70D6\n",
      "palegoldenrod #EEE8AA\n",
      "palegreen #98FB98\n",
      "paleturquoise #AFEEEE\n",
      "palevioletred #DB7093\n",
      "papayawhip #FFEFD5\n",
      "peachpuff #FFDAB9\n",
      "peru #CD853F\n",
      "pink #FFC0CB\n",
      "plum #DDA0DD\n",
      "powderblue #B0E0E6\n",
      "purple #800080\n",
      "rebeccapurple #663399\n",
      "red #FF0000\n",
      "rosybrown #BC8F8F\n",
      "royalblue #4169E1\n",
      "saddlebrown #8B4513\n",
      "salmon #FA8072\n",
      "sandybrown #F4A460\n",
      "seagreen #2E8B57\n",
      "seashell #FFF5EE\n",
      "sienna #A0522D\n",
      "silver #C0C0C0\n",
      "skyblue #87CEEB\n",
      "slateblue #6A5ACD\n",
      "slategray #708090\n",
      "slategrey #708090\n",
      "snow #FFFAFA\n",
      "springgreen #00FF7F\n",
      "steelblue #4682B4\n",
      "tan #D2B48C\n",
      "teal #008080\n",
      "thistle #D8BFD8\n",
      "tomato #FF6347\n",
      "turquoise #40E0D0\n",
      "violet #EE82EE\n",
      "wheat #F5DEB3\n",
      "white #FFFFFF\n",
      "whitesmoke #F5F5F5\n",
      "yellow #FFFF00\n",
      "yellowgreen #9ACD32\n"
     ]
    }
   ],
   "source": [
    "for name, hex in matplotlib.colors.cnames.items():\n",
    "    print(name, hex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = dict(mcolors.BASE_COLORS, **mcolors.CSS4_COLORS)\n",
    "\n",
    "# Sort colors by hue, saturation, value and name.\n",
    "by_hsv = sorted((tuple(mcolors.rgb_to_hsv(mcolors.to_rgba(color)[:3])), name)\n",
    "                for name, color in colors.items())\n",
    "sorted_names = [name for hsv, name in by_hsv]\n",
    "\n",
    "n = len(sorted_names)\n",
    "ncols = 4\n",
    "nrows = n // ncols\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 10))\n",
    "\n",
    "# Get height and width\n",
    "X, Y = fig.get_dpi() * fig.get_size_inches()\n",
    "h = Y / (nrows + 1)\n",
    "w = X / ncols\n",
    "\n",
    "for i, name in enumerate(sorted_names):\n",
    "    row = i % nrows\n",
    "    col = i // nrows\n",
    "    y = Y - (row * h) - h\n",
    "\n",
    "    xi_line = w * (col + 0.05)\n",
    "    xf_line = w * (col + 0.25)\n",
    "    xi_text = w * (col + 0.3)\n",
    "\n",
    "    ax.text(xi_text, y, name, fontsize=(h * 0.8),\n",
    "            horizontalalignment='left',\n",
    "            verticalalignment='center')\n",
    "\n",
    "    ax.hlines(y + h * 0.1, xi_line, xf_line,\n",
    "              color=colors[name], linewidth=(h * 0.8))\n",
    "\n",
    "ax.set_xlim(0, X)\n",
    "ax.set_ylim(0, Y)\n",
    "ax.set_axis_off()\n",
    "\n",
    "fig.subplots_adjust(left=0, right=1,\n",
    "                    top=1, bottom=0,\n",
    "                    hspace=0, wspace=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "简写 | 名字\n",
    "---- | ---\n",
    "g | green\n",
    "r | red\n",
    "b | blue\n",
    "c | cyan\n",
    "y | yellow\n",
    "m | magenta\n",
    "w | white\n",
    "k | black"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
